Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 2736 |
| Missing cells | 680 |
| Missing cells (%) | 1.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 384.9 KiB |
| Average record size in memory | 144.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Categorical | 5 |
| Numeric | 12 |
Ship_Type has 136 (5.0%) missing values | Missing |
Route_Type has 136 (5.0%) missing values | Missing |
Engine_Type has 136 (5.0%) missing values | Missing |
Maintenance_Status has 136 (5.0%) missing values | Missing |
Weather_Condition has 136 (5.0%) missing values | Missing |
Speed_Over_Ground_knots has unique values | Unique |
Engine_Power_kW has unique values | Unique |
Distance_Traveled_nm has unique values | Unique |
Draft_meters has unique values | Unique |
Cargo_Weight_tons has unique values | Unique |
Operational_Cost_USD has unique values | Unique |
Revenue_per_Voyage_USD has unique values | Unique |
Turnaround_Time_hours has unique values | Unique |
Efficiency_nm_per_kWh has unique values | Unique |
Seasonal_Impact_Score has unique values | Unique |
Average_Load_Percentage has unique values | Unique |
Reproduction
| Analysis started | 2025-02-22 03:17:04.975903 |
|---|---|
| Analysis finished | 2025-02-22 03:17:11.568601 |
| Duration | 6.59 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Date
Date
| Distinct | 57 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.5 KiB |
| Minimum | 2023-06-04 00:00:00 |
|---|---|
| Maximum | 2024-06-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Ship_Type
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 136 |
| Missing (%) | 5.0% |
| Memory size | 21.5 KiB |
| Bulk Carrier | |
|---|---|
| Fish Carrier | |
| Tanker | |
| Container Ship |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 11.004615 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Container Ship |
|---|---|
| 2nd row | Fish Carrier |
| 3rd row | Container Ship |
| 4th row | Bulk Carrier |
| 5th row | Fish Carrier |
Common Values
| Value | Count | Frequency (%) |
| Bulk Carrier | 669 | |
| Fish Carrier | 653 | |
| Tanker | 643 | |
| Container Ship | 635 | |
| (Missing) | 136 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| carrier | 1322 | |
| bulk | 669 | |
| fish | 653 | |
| tanker | 643 | |
| container | 635 | |
| ship | 635 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5244 | |
| i | 3245 | |
| e | 2600 | |
| a | 2600 | |
| 1957 | 6.8% | |
| C | 1957 | 6.8% |
| n | 1913 | 6.7% |
| k | 1312 | 4.6% |
| h | 1288 | 4.5% |
| B | 669 | 2.3% |
| Other values (9) | 5827 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 28612 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 5244 | |
| i | 3245 | |
| e | 2600 | |
| a | 2600 | |
| 1957 | 6.8% | |
| C | 1957 | 6.8% |
| n | 1913 | 6.7% |
| k | 1312 | 4.6% |
| h | 1288 | 4.5% |
| B | 669 | 2.3% |
| Other values (9) | 5827 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 28612 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 5244 | |
| i | 3245 | |
| e | 2600 | |
| a | 2600 | |
| 1957 | 6.8% | |
| C | 1957 | 6.8% |
| n | 1913 | 6.7% |
| k | 1312 | 4.6% |
| h | 1288 | 4.5% |
| B | 669 | 2.3% |
| Other values (9) | 5827 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 28612 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 5244 | |
| i | 3245 | |
| e | 2600 | |
| a | 2600 | |
| 1957 | 6.8% | |
| C | 1957 | 6.8% |
| n | 1913 | 6.7% |
| k | 1312 | 4.6% |
| h | 1288 | 4.5% |
| B | 669 | 2.3% |
| Other values (9) | 5827 |
Route_Type
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 136 |
| Missing (%) | 5.0% |
| Memory size | 21.5 KiB |
| Long-haul | |
|---|---|
| Coastal | |
| Transoceanic | |
| Short-haul |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 9.4769231 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Short-haul |
|---|---|
| 2nd row | Long-haul |
| 3rd row | Transoceanic |
| 4th row | Transoceanic |
| 5th row | Long-haul |
Common Values
| Value | Count | Frequency (%) |
| Long-haul | 686 | |
| Coastal | 650 | |
| Transoceanic | 638 | |
| Short-haul | 626 | |
| (Missing) | 136 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| long-haul | 686 | |
| coastal | 650 | |
| transoceanic | 638 | |
| short-haul | 626 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3888 | |
| o | 2600 | |
| n | 1962 | 8.0% |
| l | 1962 | 8.0% |
| h | 1938 | 7.9% |
| - | 1312 | 5.3% |
| u | 1312 | 5.3% |
| s | 1288 | 5.2% |
| t | 1276 | 5.2% |
| c | 1276 | 5.2% |
| Other values (8) | 5826 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24640 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 3888 | |
| o | 2600 | |
| n | 1962 | 8.0% |
| l | 1962 | 8.0% |
| h | 1938 | 7.9% |
| - | 1312 | 5.3% |
| u | 1312 | 5.3% |
| s | 1288 | 5.2% |
| t | 1276 | 5.2% |
| c | 1276 | 5.2% |
| Other values (8) | 5826 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24640 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 3888 | |
| o | 2600 | |
| n | 1962 | 8.0% |
| l | 1962 | 8.0% |
| h | 1938 | 7.9% |
| - | 1312 | 5.3% |
| u | 1312 | 5.3% |
| s | 1288 | 5.2% |
| t | 1276 | 5.2% |
| c | 1276 | 5.2% |
| Other values (8) | 5826 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24640 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 3888 | |
| o | 2600 | |
| n | 1962 | 8.0% |
| l | 1962 | 8.0% |
| h | 1938 | 7.9% |
| - | 1312 | 5.3% |
| u | 1312 | 5.3% |
| s | 1288 | 5.2% |
| t | 1276 | 5.2% |
| c | 1276 | 5.2% |
| Other values (8) | 5826 |
Engine_Type
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 136 |
| Missing (%) | 5.0% |
| Memory size | 21.5 KiB |
| Diesel | |
|---|---|
| Steam Turbine | |
| Heavy Fuel Oil (HFO) |
Length
| Max length | 20 |
|---|---|
| Median length | 13 |
| Mean length | 12.895 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Heavy Fuel Oil (HFO) |
|---|---|
| 2nd row | Steam Turbine |
| 3rd row | Diesel |
| 4th row | Steam Turbine |
| 5th row | Diesel |
Common Values
| Value | Count | Frequency (%) |
| Diesel | 892 | |
| Steam Turbine | 855 | |
| Heavy Fuel Oil (HFO) | 853 | |
| (Missing) | 136 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| diesel | 892 | |
| steam | 855 | |
| turbine | 855 | |
| heavy | 853 | |
| fuel | 853 | |
| oil | 853 | |
| hfo | 853 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5200 | |
| 3414 | 10.2% | |
| i | 2600 | 7.8% |
| l | 2598 | 7.7% |
| u | 1708 | 5.1% |
| a | 1708 | 5.1% |
| O | 1706 | 5.1% |
| F | 1706 | 5.1% |
| H | 1706 | 5.1% |
| D | 892 | 2.7% |
| Other values (12) | 10289 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 33527 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5200 | |
| 3414 | 10.2% | |
| i | 2600 | 7.8% |
| l | 2598 | 7.7% |
| u | 1708 | 5.1% |
| a | 1708 | 5.1% |
| O | 1706 | 5.1% |
| F | 1706 | 5.1% |
| H | 1706 | 5.1% |
| D | 892 | 2.7% |
| Other values (12) | 10289 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 33527 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5200 | |
| 3414 | 10.2% | |
| i | 2600 | 7.8% |
| l | 2598 | 7.7% |
| u | 1708 | 5.1% |
| a | 1708 | 5.1% |
| O | 1706 | 5.1% |
| F | 1706 | 5.1% |
| H | 1706 | 5.1% |
| D | 892 | 2.7% |
| Other values (12) | 10289 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 33527 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5200 | |
| 3414 | 10.2% | |
| i | 2600 | 7.8% |
| l | 2598 | 7.7% |
| u | 1708 | 5.1% |
| a | 1708 | 5.1% |
| O | 1706 | 5.1% |
| F | 1706 | 5.1% |
| H | 1706 | 5.1% |
| D | 892 | 2.7% |
| Other values (12) | 10289 |
Maintenance_Status
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 136 |
| Missing (%) | 5.0% |
| Memory size | 21.5 KiB |
| Good | |
|---|---|
| Fair | |
| Critical |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.3230769 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Critical |
|---|---|
| 2nd row | Good |
| 3rd row | Fair |
| 4th row | Fair |
| 5th row | Fair |
Common Values
| Value | Count | Frequency (%) |
| Good | 873 | |
| Fair | 867 | |
| Critical | 860 | |
| (Missing) | 136 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 873 | |
| fair | 867 | |
| critical | 860 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 2587 | |
| o | 1746 | |
| a | 1727 | |
| r | 1727 | |
| G | 873 | 6.3% |
| d | 873 | 6.3% |
| F | 867 | 6.3% |
| C | 860 | 6.2% |
| t | 860 | 6.2% |
| c | 860 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13840 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 2587 | |
| o | 1746 | |
| a | 1727 | |
| r | 1727 | |
| G | 873 | 6.3% |
| d | 873 | 6.3% |
| F | 867 | 6.3% |
| C | 860 | 6.2% |
| t | 860 | 6.2% |
| c | 860 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13840 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 2587 | |
| o | 1746 | |
| a | 1727 | |
| r | 1727 | |
| G | 873 | 6.3% |
| d | 873 | 6.3% |
| F | 867 | 6.3% |
| C | 860 | 6.2% |
| t | 860 | 6.2% |
| c | 860 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13840 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 2587 | |
| o | 1746 | |
| a | 1727 | |
| r | 1727 | |
| G | 873 | 6.3% |
| d | 873 | 6.3% |
| F | 867 | 6.3% |
| C | 860 | 6.2% |
| t | 860 | 6.2% |
| c | 860 | 6.2% |
Speed_Over_Ground_knots
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.602863 |
| Minimum | 10.009756 |
|---|---|
| Maximum | 24.997043 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 10.009756 |
|---|---|
| 5-th percentile | 10.783585 |
| Q1 | 13.928452 |
| median | 17.713757 |
| Q3 | 21.284785 |
| 95-th percentile | 24.323684 |
| Maximum | 24.997043 |
| Range | 14.987288 |
| Interquartile range (IQR) | 7.3563329 |
Descriptive statistics
| Standard deviation | 4.3119787 |
|---|---|
| Coefficient of variation (CV) | 0.24495894 |
| Kurtosis | -1.1743735 |
| Mean | 17.602863 |
| Median Absolute Deviation (MAD) | 3.7131639 |
| Skewness | -0.034935264 |
| Sum | 48161.434 |
| Variance | 18.59316 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12.59755752 | 1 | < 0.1% |
| 10.44193169 | 1 | < 0.1% |
| 10.57581615 | 1 | < 0.1% |
| 10.84020125 | 1 | < 0.1% |
| 13.96204894 | 1 | < 0.1% |
| 11.98480703 | 1 | < 0.1% |
| 21.95547124 | 1 | < 0.1% |
| 14.21108032 | 1 | < 0.1% |
| 21.89531873 | 1 | < 0.1% |
| 19.49780838 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 10.00975574 | 1 | |
| 10.02479348 | 1 | |
| 10.03427278 | 1 | |
| 10.05166865 | 1 | |
| 10.05431879 | 1 | |
| 10.05860954 | 1 | |
| 10.05869001 | 1 | |
| 10.06511315 | 1 | |
| 10.09375242 | 1 | |
| 10.09512766 | 1 |
| Value | Count | Frequency (%) |
| 24.99704335 | 1 | |
| 24.99166138 | 1 | |
| 24.98046287 | 1 | |
| 24.97758162 | 1 | |
| 24.97261048 | 1 | |
| 24.97203105 | 1 | |
| 24.96934059 | 1 | |
| 24.96905653 | 1 | |
| 24.95150378 | 1 | |
| 24.94356056 | 1 |
Engine_Power_kW
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1757.6109 |
| Minimum | 501.02522 |
|---|---|
| Maximum | 2998.7343 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 501.02522 |
|---|---|
| 5-th percentile | 621.87821 |
| Q1 | 1148.1049 |
| median | 1757.4943 |
| Q3 | 2382.5943 |
| 95-th percentile | 2872.358 |
| Maximum | 2998.7343 |
| Range | 2497.7091 |
| Interquartile range (IQR) | 1234.4894 |
Descriptive statistics
| Standard deviation | 717.00278 |
|---|---|
| Coefficient of variation (CV) | 0.40794169 |
| Kurtosis | -1.1780782 |
| Mean | 1757.6109 |
| Median Absolute Deviation (MAD) | 614.67048 |
| Skewness | -0.0056108035 |
| Sum | 4808823.5 |
| Variance | 514092.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2062.983982 | 1 | < 0.1% |
| 2804.380957 | 1 | < 0.1% |
| 1432.570693 | 1 | < 0.1% |
| 1440.600735 | 1 | < 0.1% |
| 2168.721772 | 1 | < 0.1% |
| 1013.62077 | 1 | < 0.1% |
| 2977.864839 | 1 | < 0.1% |
| 1287.333621 | 1 | < 0.1% |
| 854.2222305 | 1 | < 0.1% |
| 1310.033177 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 501.0252196 | 1 | |
| 501.739027 | 1 | |
| 502.1060234 | 1 | |
| 502.5369195 | 1 | |
| 504.4811144 | 1 | |
| 505.5228743 | 1 | |
| 506.0392348 | 1 | |
| 506.2524906 | 1 | |
| 508.5406692 | 1 | |
| 508.8914689 | 1 |
| Value | Count | Frequency (%) |
| 2998.734329 | 1 | |
| 2998.685375 | 1 | |
| 2998.657159 | 1 | |
| 2997.161001 | 1 | |
| 2995.638592 | 1 | |
| 2995.549644 | 1 | |
| 2995.244509 | 1 | |
| 2994.31394 | 1 | |
| 2993.427741 | 1 | |
| 2993.226478 | 1 |
Distance_Traveled_nm
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1036.4062 |
| Minimum | 50.43315 |
|---|---|
| Maximum | 1998.3371 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 50.43315 |
|---|---|
| 5-th percentile | 144.71938 |
| Q1 | 548.51157 |
| median | 1037.8161 |
| Q3 | 1540.9342 |
| 95-th percentile | 1906.4175 |
| Maximum | 1998.3371 |
| Range | 1947.9039 |
| Interquartile range (IQR) | 992.42259 |
Descriptive statistics
| Standard deviation | 568.63208 |
|---|---|
| Coefficient of variation (CV) | 0.54865754 |
| Kurtosis | -1.2207552 |
| Mean | 1036.4062 |
| Median Absolute Deviation (MAD) | 495.81537 |
| Skewness | -0.021635608 |
| Sum | 2835607.4 |
| Variance | 323342.44 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1030.943616 | 1 | < 0.1% |
| 1109.910506 | 1 | < 0.1% |
| 1567.535844 | 1 | < 0.1% |
| 1570.506984 | 1 | < 0.1% |
| 1277.706598 | 1 | < 0.1% |
| 1531.755737 | 1 | < 0.1% |
| 227.2213012 | 1 | < 0.1% |
| 868.0980445 | 1 | < 0.1% |
| 113.4174387 | 1 | < 0.1% |
| 365.292517 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 50.43314997 | 1 | |
| 50.52421393 | 1 | |
| 51.60485638 | 1 | |
| 52.28660798 | 1 | |
| 52.36599423 | 1 | |
| 52.56616768 | 1 | |
| 53.0084798 | 1 | |
| 54.67608276 | 1 | |
| 55.46525535 | 1 | |
| 59.25931852 | 1 |
| Value | Count | Frequency (%) |
| 1998.337057 | 1 | |
| 1998.035422 | 1 | |
| 1997.838275 | 1 | |
| 1996.830088 | 1 | |
| 1996.554335 | 1 | |
| 1996.527348 | 1 | |
| 1995.424969 | 1 | |
| 1995.417244 | 1 | |
| 1995.052155 | 1 | |
| 1993.573031 | 1 |
Draft_meters
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9291027 |
| Minimum | 5.0019466 |
|---|---|
| Maximum | 14.992947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 5.0019466 |
|---|---|
| 5-th percentile | 5.4863496 |
| Q1 | 7.4374846 |
| median | 9.9189653 |
| Q3 | 12.413149 |
| 95-th percentile | 14.447326 |
| Maximum | 14.992947 |
| Range | 9.9910009 |
| Interquartile range (IQR) | 4.9756642 |
Descriptive statistics
| Standard deviation | 2.8764229 |
|---|---|
| Coefficient of variation (CV) | 0.28969616 |
| Kurtosis | -1.201138 |
| Mean | 9.9291027 |
| Median Absolute Deviation (MAD) | 2.4831328 |
| Skewness | 0.021333176 |
| Sum | 27166.025 |
| Variance | 8.2738089 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14.13228407 | 1 | < 0.1% |
| 7.650915101 | 1 | < 0.1% |
| 12.20257083 | 1 | < 0.1% |
| 5.022887815 | 1 | < 0.1% |
| 8.370894148 | 1 | < 0.1% |
| 9.298829903 | 1 | < 0.1% |
| 7.451510087 | 1 | < 0.1% |
| 6.122657426 | 1 | < 0.1% |
| 6.934268992 | 1 | < 0.1% |
| 10.81497567 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 5.001946569 | 1 | |
| 5.0031111 | 1 | |
| 5.012140971 | 1 | |
| 5.012789883 | 1 | |
| 5.017875204 | 1 | |
| 5.022887815 | 1 | |
| 5.025441293 | 1 | |
| 5.036127946 | 1 | |
| 5.045122812 | 1 | |
| 5.046244571 | 1 |
| Value | Count | Frequency (%) |
| 14.99294749 | 1 | |
| 14.99151728 | 1 | |
| 14.98990483 | 1 | |
| 14.9898178 | 1 | |
| 14.98810409 | 1 | |
| 14.98623989 | 1 | |
| 14.98393567 | 1 | |
| 14.97944363 | 1 | |
| 14.96654514 | 1 | |
| 14.9496676 | 1 |
Weather_Condition
Categorical
Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 136 |
| Missing (%) | 5.0% |
| Memory size | 21.5 KiB |
| Calm | |
|---|---|
| Moderate | |
| Rough |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.6846154 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Moderate |
|---|---|
| 2nd row | Rough |
| 3rd row | Moderate |
| 4th row | Moderate |
| 5th row | Moderate |
Common Values
| Value | Count | Frequency (%) |
| Calm | 893 | |
| Moderate | 891 | |
| Rough | 816 | |
| (Missing) | 136 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| calm | 893 | |
| moderate | 891 | |
| rough | 816 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1784 | |
| e | 1782 | |
| o | 1707 | |
| C | 893 | 6.0% |
| l | 893 | 6.0% |
| m | 893 | 6.0% |
| M | 891 | 6.0% |
| d | 891 | 6.0% |
| r | 891 | 6.0% |
| t | 891 | 6.0% |
| Other values (4) | 3264 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14780 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1784 | |
| e | 1782 | |
| o | 1707 | |
| C | 893 | 6.0% |
| l | 893 | 6.0% |
| m | 893 | 6.0% |
| M | 891 | 6.0% |
| d | 891 | 6.0% |
| r | 891 | 6.0% |
| t | 891 | 6.0% |
| Other values (4) | 3264 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14780 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1784 | |
| e | 1782 | |
| o | 1707 | |
| C | 893 | 6.0% |
| l | 893 | 6.0% |
| m | 893 | 6.0% |
| M | 891 | 6.0% |
| d | 891 | 6.0% |
| r | 891 | 6.0% |
| t | 891 | 6.0% |
| Other values (4) | 3264 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14780 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1784 | |
| e | 1782 | |
| o | 1707 | |
| C | 893 | 6.0% |
| l | 893 | 6.0% |
| m | 893 | 6.0% |
| M | 891 | 6.0% |
| d | 891 | 6.0% |
| r | 891 | 6.0% |
| t | 891 | 6.0% |
| Other values (4) | 3264 |
Cargo_Weight_tons
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1032.5733 |
| Minimum | 50.229624 |
|---|---|
| Maximum | 1999.1267 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 50.229624 |
|---|---|
| 5-th percentile | 159.17821 |
| Q1 | 553.98363 |
| median | 1043.2075 |
| Q3 | 1527.7224 |
| 95-th percentile | 1903.4804 |
| Maximum | 1999.1267 |
| Range | 1948.8971 |
| Interquartile range (IQR) | 973.73876 |
Descriptive statistics
| Standard deviation | 558.6975 |
|---|---|
| Coefficient of variation (CV) | 0.54107299 |
| Kurtosis | -1.1945623 |
| Mean | 1032.5733 |
| Median Absolute Deviation (MAD) | 486.13561 |
| Skewness | -0.013293242 |
| Sum | 2825120.5 |
| Variance | 312142.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1959.017882 | 1 | < 0.1% |
| 332.9380341 | 1 | < 0.1% |
| 1912.175032 | 1 | < 0.1% |
| 1484.648064 | 1 | < 0.1% |
| 1243.623945 | 1 | < 0.1% |
| 1095.802939 | 1 | < 0.1% |
| 299.8222692 | 1 | < 0.1% |
| 1481.616929 | 1 | < 0.1% |
| 1146.101766 | 1 | < 0.1% |
| 622.9554194 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 50.22962415 | 1 | |
| 51.71466129 | 1 | |
| 52.29054651 | 1 | |
| 52.64089785 | 1 | |
| 52.98885103 | 1 | |
| 53.5165531 | 1 | |
| 53.89624585 | 1 | |
| 54.18555276 | 1 | |
| 54.31473285 | 1 | |
| 54.81417313 | 1 |
| Value | Count | Frequency (%) |
| 1999.126697 | 1 | |
| 1998.248109 | 1 | |
| 1997.573054 | 1 | |
| 1997.029315 | 1 | |
| 1996.6611 | 1 | |
| 1995.377905 | 1 | |
| 1994.949074 | 1 | |
| 1992.897833 | 1 | |
| 1992.488382 | 1 | |
| 1992.298745 | 1 |
Operational_Cost_USD
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 255143.34 |
| Minimum | 10092.306 |
|---|---|
| Maximum | 499734.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 10092.306 |
|---|---|
| 5-th percentile | 37279.765 |
| Q1 | 131293.38 |
| median | 257157.65 |
| Q3 | 381796.93 |
| 95-th percentile | 473606.76 |
| Maximum | 499734.87 |
| Range | 489642.56 |
| Interquartile range (IQR) | 250503.55 |
Descriptive statistics
| Standard deviation | 140890.48 |
|---|---|
| Coefficient of variation (CV) | 0.55220128 |
| Kurtosis | -1.2181059 |
| Mean | 255143.34 |
| Median Absolute Deviation (MAD) | 125588.27 |
| Skewness | 0.001997241 |
| Sum | 6.9807219 × 108 |
| Variance | 1.9850128 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 483832.3545 | 1 | < 0.1% |
| 147717.5999 | 1 | < 0.1% |
| 38483.06542 | 1 | < 0.1% |
| 114975.0262 | 1 | < 0.1% |
| 477311.8429 | 1 | < 0.1% |
| 75749.26807 | 1 | < 0.1% |
| 310416.3055 | 1 | < 0.1% |
| 185277.5041 | 1 | < 0.1% |
| 226846.454 | 1 | < 0.1% |
| 252072.9688 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 10092.30632 | 1 | |
| 10097.43966 | 1 | |
| 10189.0047 | 1 | |
| 10225.16338 | 1 | |
| 10411.85836 | 1 | |
| 10814.50537 | 1 | |
| 10836.03101 | 1 | |
| 11088.96421 | 1 | |
| 11170.78683 | 1 | |
| 11376.00561 | 1 |
| Value | Count | Frequency (%) |
| 499734.8679 | 1 | |
| 499710.9059 | 1 | |
| 499224.5613 | 1 | |
| 499125.2663 | 1 | |
| 499012.8062 | 1 | |
| 498989.085 | 1 | |
| 498862.2162 | 1 | |
| 498671.1088 | 1 | |
| 498660.3728 | 1 | |
| 498593.7885 | 1 |
Revenue_per_Voyage_USD
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 521362.06 |
| Minimum | 50351.814 |
|---|---|
| Maximum | 999916.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 50351.814 |
|---|---|
| 5-th percentile | 97215.494 |
| Q1 | 290346.39 |
| median | 520176.93 |
| Q3 | 750072.79 |
| 95-th percentile | 948359.91 |
| Maximum | 999916.7 |
| Range | 949564.88 |
| Interquartile range (IQR) | 459726.4 |
Descriptive statistics
| Standard deviation | 271211.63 |
|---|---|
| Coefficient of variation (CV) | 0.52019824 |
| Kurtosis | -1.1644975 |
| Mean | 521362.06 |
| Median Absolute Deviation (MAD) | 229949.09 |
| Skewness | 0.011941106 |
| Sum | 1.4264466 × 109 |
| Variance | 7.3555746 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 292183.2731 | 1 | < 0.1% |
| 939813.7448 | 1 | < 0.1% |
| 132043.1608 | 1 | < 0.1% |
| 201884.9988 | 1 | < 0.1% |
| 511617.7855 | 1 | < 0.1% |
| 859718.2908 | 1 | < 0.1% |
| 132052.5958 | 1 | < 0.1% |
| 726445.8799 | 1 | < 0.1% |
| 310474.1295 | 1 | < 0.1% |
| 591335.1208 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 50351.81445 | 1 | |
| 50831.10923 | 1 | |
| 50837.96304 | 1 | |
| 50854.61848 | 1 | |
| 50897.72713 | 1 | |
| 50956.29853 | 1 | |
| 51396.88834 | 1 | |
| 51708.40843 | 1 | |
| 52265.57725 | 1 | |
| 52509.06492 | 1 |
| Value | Count | Frequency (%) |
| 999916.6961 | 1 | |
| 999811.9278 | 1 | |
| 999805.8479 | 1 | |
| 999423.8637 | 1 | |
| 998955.2577 | 1 | |
| 998571.109 | 1 | |
| 998456.068 | 1 | |
| 997940.6462 | 1 | |
| 997830.742 | 1 | |
| 997665.5532 | 1 |
Turnaround_Time_hours
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.747536 |
| Minimum | 12.019909 |
|---|---|
| Maximum | 71.972415 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 12.019909 |
|---|---|
| 5-th percentile | 14.711279 |
| Q1 | 26.173537 |
| median | 41.585188 |
| Q3 | 57.363922 |
| 95-th percentile | 69.149258 |
| Maximum | 71.972415 |
| Range | 59.952506 |
| Interquartile range (IQR) | 31.190385 |
Descriptive statistics
| Standard deviation | 17.63313 |
|---|---|
| Coefficient of variation (CV) | 0.42237536 |
| Kurtosis | -1.2506455 |
| Mean | 41.747536 |
| Median Absolute Deviation (MAD) | 15.504839 |
| Skewness | 0.017989716 |
| Sum | 114221.26 |
| Variance | 310.92729 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.86707716 | 1 | < 0.1% |
| 46.49729793 | 1 | < 0.1% |
| 65.86922822 | 1 | < 0.1% |
| 64.40228633 | 1 | < 0.1% |
| 64.15725946 | 1 | < 0.1% |
| 59.4812252 | 1 | < 0.1% |
| 31.00253992 | 1 | < 0.1% |
| 20.30519184 | 1 | < 0.1% |
| 41.87641778 | 1 | < 0.1% |
| 31.56021466 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 12.01990927 | 1 | |
| 12.05885716 | 1 | |
| 12.06935592 | 1 | |
| 12.09100195 | 1 | |
| 12.09410086 | 1 | |
| 12.11827517 | 1 | |
| 12.12210172 | 1 | |
| 12.12987746 | 1 | |
| 12.143355 | 1 | |
| 12.15215257 | 1 |
| Value | Count | Frequency (%) |
| 71.9724153 | 1 | |
| 71.96212537 | 1 | |
| 71.93544219 | 1 | |
| 71.92329125 | 1 | |
| 71.91612694 | 1 | |
| 71.90527086 | 1 | |
| 71.89250154 | 1 | |
| 71.87739077 | 1 | |
| 71.82280767 | 1 | |
| 71.81472451 | 1 |
Efficiency_nm_per_kWh
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.79865557 |
| Minimum | 0.10021133 |
|---|---|
| Maximum | 1.4992594 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 0.10021133 |
|---|---|
| 5-th percentile | 0.17347777 |
| Q1 | 0.46359171 |
| median | 0.78987657 |
| Q3 | 1.1474257 |
| 95-th percentile | 1.434641 |
| Maximum | 1.4992594 |
| Range | 1.3990481 |
| Interquartile range (IQR) | 0.68383399 |
Descriptive statistics
| Standard deviation | 0.4035898 |
|---|---|
| Coefficient of variation (CV) | 0.50533648 |
| Kurtosis | -1.1912393 |
| Mean | 0.79865557 |
| Median Absolute Deviation (MAD) | 0.34486969 |
| Skewness | 0.025919043 |
| Sum | 2185.1216 |
| Variance | 0.16288472 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.4551789 | 1 | < 0.1% |
| 0.9861425981 | 1 | < 0.1% |
| 0.772351124 | 1 | < 0.1% |
| 0.4178699353 | 1 | < 0.1% |
| 0.927477275 | 1 | < 0.1% |
| 0.367177484 | 1 | < 0.1% |
| 0.5562475999 | 1 | < 0.1% |
| 0.6841383572 | 1 | < 0.1% |
| 1.462818961 | 1 | < 0.1% |
| 1.137178562 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 0.1002113328 | 1 | |
| 0.1005826405 | 1 | |
| 0.1009433907 | 1 | |
| 0.1014658138 | 1 | |
| 0.1018720769 | 1 | |
| 0.1021915107 | 1 | |
| 0.1022800203 | 1 | |
| 0.1023155584 | 1 | |
| 0.1031462166 | 1 | |
| 0.1047318649 | 1 |
| Value | Count | Frequency (%) |
| 1.499259399 | 1 | |
| 1.499024329 | 1 | |
| 1.498191198 | 1 | |
| 1.49702466 | 1 | |
| 1.496668964 | 1 | |
| 1.496387397 | 1 | |
| 1.495445197 | 1 | |
| 1.49519813 | 1 | |
| 1.494392935 | 1 | |
| 1.492314088 | 1 |
Seasonal_Impact_Score
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.003816 |
| Minimum | 0.50000439 |
|---|---|
| Maximum | 1.4992236 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 0.50000439 |
|---|---|
| 5-th percentile | 0.55318527 |
| Q1 | 0.75803264 |
| median | 1.009009 |
| Q3 | 1.252808 |
| 95-th percentile | 1.4468935 |
| Maximum | 1.4992236 |
| Range | 0.99921922 |
| Interquartile range (IQR) | 0.4947754 |
Descriptive statistics
| Standard deviation | 0.28825071 |
|---|---|
| Coefficient of variation (CV) | 0.28715491 |
| Kurtosis | -1.2019198 |
| Mean | 1.003816 |
| Median Absolute Deviation (MAD) | 0.24775193 |
| Skewness | -0.01875573 |
| Sum | 2746.4407 |
| Variance | 0.08308847 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.415653291 | 1 | < 0.1% |
| 1.108503122 | 1 | < 0.1% |
| 1.165680416 | 1 | < 0.1% |
| 0.8671223961 | 1 | < 0.1% |
| 0.786892167 | 1 | < 0.1% |
| 0.84974593 | 1 | < 0.1% |
| 0.8441641364 | 1 | < 0.1% |
| 1.384142419 | 1 | < 0.1% |
| 1.049823421 | 1 | < 0.1% |
| 1.402578096 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 0.5000043873 | 1 | |
| 0.5004943094 | 1 | |
| 0.501086296 | 1 | |
| 0.5016151303 | 1 | |
| 0.5016344365 | 1 | |
| 0.5016467783 | 1 | |
| 0.5016932521 | 1 | |
| 0.501921978 | 1 | |
| 0.5023937687 | 1 | |
| 0.5025606864 | 1 |
| Value | Count | Frequency (%) |
| 1.499223608 | 1 | |
| 1.499133796 | 1 | |
| 1.49857856 | 1 | |
| 1.49821131 | 1 | |
| 1.497884289 | 1 | |
| 1.497731838 | 1 | |
| 1.496682806 | 1 | |
| 1.49657237 | 1 | |
| 1.496469634 | 1 | |
| 1.496420532 | 1 |
Weekly_Voyage_Count
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9148392 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.5976475 |
|---|---|
| Coefficient of variation (CV) | 0.52853153 |
| Kurtosis | -1.2438219 |
| Mean | 4.9148392 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.024583238 |
| Sum | 13447 |
| Variance | 6.7477724 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 338 | |
| 4 | 316 | |
| 8 | 313 | |
| 2 | 311 | |
| 5 | 305 | |
| 7 | 300 | |
| 3 | 289 | |
| 6 | 283 | |
| 9 | 281 |
| Value | Count | Frequency (%) |
| 1 | 338 | |
| 2 | 311 | |
| 3 | 289 | |
| 4 | 316 | |
| 5 | 305 | |
| 6 | 283 | |
| 7 | 300 | |
| 8 | 313 | |
| 9 | 281 |
| Value | Count | Frequency (%) |
| 9 | 281 | |
| 8 | 313 | |
| 7 | 300 | |
| 6 | 283 | |
| 5 | 305 | |
| 4 | 316 | |
| 3 | 289 | |
| 2 | 311 | |
| 1 | 338 |
Average_Load_Percentage
Real number (ℝ)
Unique
| Distinct | 2736 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.219222 |
| Minimum | 50.012005 |
|---|---|
| Maximum | 99.999643 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 21.5 KiB |
Quantile statistics
| Minimum | 50.012005 |
|---|---|
| 5-th percentile | 52.449498 |
| Q1 | 62.703724 |
| median | 75.504709 |
| Q3 | 87.721205 |
| 95-th percentile | 97.606276 |
| Maximum | 99.999643 |
| Range | 49.987638 |
| Interquartile range (IQR) | 25.017481 |
Descriptive statistics
| Standard deviation | 14.510168 |
|---|---|
| Coefficient of variation (CV) | 0.19290505 |
| Kurtosis | -1.2040798 |
| Mean | 75.219222 |
| Median Absolute Deviation (MAD) | 12.557815 |
| Skewness | -0.017839902 |
| Sum | 205799.79 |
| Variance | 210.54497 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 93.76924947 | 1 | < 0.1% |
| 87.15115582 | 1 | < 0.1% |
| 92.97870325 | 1 | < 0.1% |
| 71.95615041 | 1 | < 0.1% |
| 53.43177688 | 1 | < 0.1% |
| 52.33694135 | 1 | < 0.1% |
| 54.7033037 | 1 | < 0.1% |
| 63.70162082 | 1 | < 0.1% |
| 58.53286932 | 1 | < 0.1% |
| 62.49138295 | 1 | < 0.1% |
| Other values (2726) | 2726 |
| Value | Count | Frequency (%) |
| 50.01200505 | 1 | |
| 50.02268651 | 1 | |
| 50.03266556 | 1 | |
| 50.0413115 | 1 | |
| 50.04477196 | 1 | |
| 50.05283687 | 1 | |
| 50.08049284 | 1 | |
| 50.11518711 | 1 | |
| 50.1617757 | 1 | |
| 50.20530534 | 1 |
| Value | Count | Frequency (%) |
| 99.99964331 | 1 | |
| 99.99078505 | 1 | |
| 99.95222028 | 1 | |
| 99.94731599 | 1 | |
| 99.86410119 | 1 | |
| 99.8510829 | 1 | |
| 99.84575197 | 1 | |
| 99.83572831 | 1 | |
| 99.83286841 | 1 | |
| 99.80138488 | 1 |
Interactions
Correlations
| Average_Load_Percentage | Cargo_Weight_tons | Distance_Traveled_nm | Draft_meters | Efficiency_nm_per_kWh | Engine_Power_kW | Engine_Type | Maintenance_Status | Operational_Cost_USD | Revenue_per_Voyage_USD | Route_Type | Seasonal_Impact_Score | Ship_Type | Speed_Over_Ground_knots | Turnaround_Time_hours | Weather_Condition | Weekly_Voyage_Count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Average_Load_Percentage | 1.000 | 0.027 | -0.005 | -0.012 | -0.011 | 0.024 | 0.040 | 0.000 | -0.019 | 0.009 | 0.000 | -0.031 | 0.012 | -0.022 | 0.020 | 0.042 | -0.007 |
| Cargo_Weight_tons | 0.027 | 1.000 | 0.014 | 0.007 | 0.006 | -0.012 | 0.000 | 0.000 | -0.036 | 0.016 | 0.000 | -0.027 | 0.021 | -0.004 | -0.031 | 0.000 | -0.001 |
| Distance_Traveled_nm | -0.005 | 0.014 | 1.000 | -0.011 | 0.002 | -0.009 | 0.000 | 0.025 | 0.002 | 0.040 | 0.016 | 0.017 | 0.000 | -0.011 | -0.026 | 0.000 | 0.044 |
| Draft_meters | -0.012 | 0.007 | -0.011 | 1.000 | -0.018 | 0.008 | 0.000 | 0.000 | 0.004 | 0.001 | 0.019 | -0.002 | 0.000 | -0.015 | -0.029 | 0.000 | 0.013 |
| Efficiency_nm_per_kWh | -0.011 | 0.006 | 0.002 | -0.018 | 1.000 | -0.018 | 0.025 | 0.000 | 0.003 | 0.016 | 0.000 | -0.005 | 0.027 | 0.019 | 0.009 | 0.069 | -0.005 |
| Engine_Power_kW | 0.024 | -0.012 | -0.009 | 0.008 | -0.018 | 1.000 | 0.000 | 0.000 | -0.012 | -0.011 | 0.017 | -0.013 | 0.000 | -0.004 | -0.033 | 0.031 | 0.037 |
| Engine_Type | 0.040 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 1.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.042 | 0.000 | 0.000 | 0.000 |
| Maintenance_Status | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.026 | 1.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.030 | 0.000 |
| Operational_Cost_USD | -0.019 | -0.036 | 0.002 | 0.004 | 0.003 | -0.012 | 0.000 | 0.000 | 1.000 | 0.024 | 0.010 | 0.021 | 0.000 | -0.036 | -0.003 | 0.000 | 0.008 |
| Revenue_per_Voyage_USD | 0.009 | 0.016 | 0.040 | 0.001 | 0.016 | -0.011 | 0.000 | 0.036 | 0.024 | 1.000 | 0.000 | 0.019 | 0.019 | 0.002 | -0.028 | 0.000 | 0.011 |
| Route_Type | 0.000 | 0.000 | 0.016 | 0.019 | 0.000 | 0.017 | 0.000 | 0.000 | 0.010 | 0.000 | 1.000 | 0.000 | 0.004 | 0.037 | 0.000 | 0.017 | 0.000 |
| Seasonal_Impact_Score | -0.031 | -0.027 | 0.017 | -0.002 | -0.005 | -0.013 | 0.022 | 0.000 | 0.021 | 0.019 | 0.000 | 1.000 | 0.000 | 0.028 | 0.009 | 0.000 | 0.008 |
| Ship_Type | 0.012 | 0.021 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.009 | 0.000 | 0.019 | 0.004 | 0.000 | 1.000 | 0.018 | 0.000 | 0.018 | 0.015 |
| Speed_Over_Ground_knots | -0.022 | -0.004 | -0.011 | -0.015 | 0.019 | -0.004 | 0.042 | 0.000 | -0.036 | 0.002 | 0.037 | 0.028 | 0.018 | 1.000 | -0.005 | 0.000 | 0.019 |
| Turnaround_Time_hours | 0.020 | -0.031 | -0.026 | -0.029 | 0.009 | -0.033 | 0.000 | 0.000 | -0.003 | -0.028 | 0.000 | 0.009 | 0.000 | -0.005 | 1.000 | 0.000 | -0.012 |
| Weather_Condition | 0.042 | 0.000 | 0.000 | 0.000 | 0.069 | 0.031 | 0.000 | 0.030 | 0.000 | 0.000 | 0.017 | 0.000 | 0.018 | 0.000 | 0.000 | 1.000 | 0.030 |
| Weekly_Voyage_Count | -0.007 | -0.001 | 0.044 | 0.013 | -0.005 | 0.037 | 0.000 | 0.000 | 0.008 | 0.011 | 0.000 | 0.008 | 0.015 | 0.019 | -0.012 | 0.030 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Date | Ship_Type | Route_Type | Engine_Type | Maintenance_Status | Speed_Over_Ground_knots | Engine_Power_kW | Distance_Traveled_nm | Draft_meters | Weather_Condition | Cargo_Weight_tons | Operational_Cost_USD | Revenue_per_Voyage_USD | Turnaround_Time_hours | Efficiency_nm_per_kWh | Seasonal_Impact_Score | Weekly_Voyage_Count | Average_Load_Percentage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2023-06-04 | Container Ship | NaN | Heavy Fuel Oil (HFO) | Critical | 12.597558 | 2062.983982 | 1030.943616 | 14.132284 | Moderate | 1959.017882 | 483832.354540 | 292183.273104 | 25.867077 | 1.455179 | 1.415653 | 1 | 93.769249 |
| 1 | 2023-06-11 | Fish Carrier | Short-haul | Steam Turbine | Good | 10.387580 | 1796.057415 | 1060.486382 | 14.653083 | Rough | 162.394712 | 483388.000509 | 883765.787360 | 63.248196 | 0.290361 | 0.885648 | 6 | 93.895372 |
| 2 | 2023-06-18 | Container Ship | Long-haul | Diesel | Fair | 20.749747 | 1648.556685 | 658.874144 | 7.199261 | Moderate | 178.040917 | 448543.404044 | 394018.746904 | 49.418150 | 0.499595 | 1.405813 | 9 | 96.218244 |
| 3 | 2023-06-25 | Bulk Carrier | Transoceanic | Steam Turbine | Fair | 21.055102 | 915.261795 | 1126.822519 | 11.789063 | Moderate | 1737.385346 | 261349.605449 | 87551.375175 | 22.409110 | 0.702906 | 1.370704 | 1 | 66.193698 |
| 4 | 2023-07-02 | Fish Carrier | Transoceanic | Diesel | Fair | 13.742777 | 1089.721803 | 1445.281159 | 9.727833 | Moderate | 260.595103 | 287718.375160 | 676121.459632 | 64.158231 | 1.331343 | 0.583383 | 8 | 80.008581 |
| 5 | 2023-07-09 | Fish Carrier | Long-haul | Heavy Fuel Oil (HFO) | Fair | 18.616196 | 2171.646567 | 723.304215 | 14.916320 | Rough | 1912.509751 | 184569.045384 | 776698.354849 | 47.476155 | 1.370206 | 1.437725 | 7 | 53.174898 |
| 6 | 2023-07-16 | Fish Carrier | Transoceanic | Heavy Fuel Oil (HFO) | Critical | 20.433119 | 2505.043509 | 270.118588 | 8.455264 | Rough | 1191.436412 | 434449.263514 | 739431.825390 | 29.040420 | 1.120389 | 0.602932 | 3 | 58.508635 |
| 7 | 2023-07-23 | Container Ship | Short-haul | Diesel | Critical | 23.498048 | 814.806452 | 1717.328413 | 9.283780 | Moderate | 318.449265 | 348380.608232 | 462211.402199 | 52.478600 | 0.695975 | 1.408663 | 6 | 94.591972 |
| 8 | 2023-07-30 | NaN | Coastal | Heavy Fuel Oil (HFO) | Good | 17.309362 | 1179.018805 | 429.564313 | 6.002358 | Moderate | 1953.447929 | 346071.519942 | 448682.864128 | 14.451820 | 0.977448 | 0.764914 | 8 | 50.247060 |
| 9 | 2023-08-06 | Container Ship | Long-haul | Diesel | Fair | 23.227101 | 2685.401654 | 1588.792282 | 11.721261 | Calm | 1843.438252 | 149790.209291 | 615230.857491 | 63.742761 | 0.440676 | 1.435569 | 2 | 79.451330 |
| Date | Ship_Type | Route_Type | Engine_Type | Maintenance_Status | Speed_Over_Ground_knots | Engine_Power_kW | Distance_Traveled_nm | Draft_meters | Weather_Condition | Cargo_Weight_tons | Operational_Cost_USD | Revenue_per_Voyage_USD | Turnaround_Time_hours | Efficiency_nm_per_kWh | Seasonal_Impact_Score | Weekly_Voyage_Count | Average_Load_Percentage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2726 | 2024-04-28 | Fish Carrier | Coastal | Steam Turbine | Critical | 11.025958 | 2497.187954 | 812.492279 | 9.094104 | Rough | 722.356381 | 308153.450057 | 986482.405900 | 21.296011 | 0.816683 | 1.136584 | 5 | 78.671414 |
| 2727 | 2024-05-05 | Fish Carrier | Transoceanic | Steam Turbine | Good | 17.243343 | 1288.183329 | 160.103622 | 5.336910 | Rough | 1705.390894 | 10189.004697 | 297707.744339 | 44.738251 | 0.893921 | 1.044378 | 1 | 59.661171 |
| 2728 | 2024-05-12 | Container Ship | Transoceanic | Diesel | Good | 15.649838 | 2537.808375 | 1032.679953 | 13.349315 | Rough | 853.937920 | 393388.586706 | 396539.447265 | 53.540428 | 0.814471 | 1.311372 | 3 | 94.829144 |
| 2729 | 2024-05-19 | Container Ship | Long-haul | Heavy Fuel Oil (HFO) | Good | 24.257402 | 1813.474360 | 147.964296 | 10.378736 | Moderate | 1450.181358 | 266359.224719 | 820652.038923 | 34.433655 | 0.708172 | 1.352973 | 7 | 51.258697 |
| 2730 | 2024-05-26 | Tanker | Long-haul | Diesel | Critical | 15.649207 | 1662.426557 | 1175.942724 | 12.564046 | Rough | 451.670997 | 393827.995941 | 567287.169653 | 22.281638 | 0.356031 | 1.079178 | 2 | 92.926949 |
| 2731 | 2024-06-02 | Tanker | Short-haul | Heavy Fuel Oil (HFO) | Good | 11.607997 | 2918.395972 | 239.990359 | 13.700906 | Moderate | 318.111891 | 237975.067292 | 731584.322921 | 47.152337 | 1.000265 | 1.284895 | 3 | 74.813114 |
| 2732 | 2024-06-09 | Bulk Carrier | Short-haul | Heavy Fuel Oil (HFO) | Good | 13.852798 | 2161.282358 | 831.355653 | 14.612775 | NaN | 218.309002 | 21029.021721 | 374365.370930 | 64.325916 | 0.653474 | 0.891085 | 2 | 84.595155 |
| 2733 | 2024-06-16 | Container Ship | Short-haul | Steam Turbine | Critical | 16.813713 | 1343.608006 | 1376.460622 | 9.306518 | NaN | 1630.646419 | 78883.312529 | 234120.365052 | 53.551090 | 0.594169 | 0.725404 | 6 | 80.975269 |
| 2734 | 2024-06-23 | Tanker | Transoceanic | Heavy Fuel Oil (HFO) | Good | 23.132643 | 2028.143572 | 619.236340 | 6.623856 | Moderate | 153.441965 | 25241.550250 | 799713.737211 | 14.335517 | 0.895670 | 0.902960 | 2 | 92.853622 |
| 2735 | 2024-06-30 | Fish Carrier | Coastal | Steam Turbine | Fair | 11.527987 | 2928.588108 | 1930.235779 | 14.187652 | Moderate | 712.997894 | 55163.241668 | 382208.021405 | 63.886256 | 0.825349 | 1.289204 | 2 | 66.190613 |